Deaths By NUMDAYS

Exploratory Data Analysis

Of those that DIED post vaccination, how many days before they DIED?

Field Analysis:

In the two fields (VAX_DATE and ONSET_DATE) used to calculate NUMDAYS, there is a lot of anomalies in the data.

First see the links in

Statistics: Reactions By NUMDAYS

This query is the same, the only difference being the rows are filtered by DIED IS NOT NULL.

use VAERS_2019
go

Select count(*) Count
from dbo.[VAERSDATA]
where DIED is NOT NULL

Count: 8,150

Row Counts of DIED and NUMDAYS:

select
Count (DIED) CNT_DIED
, Count (NUMDAYS) CNT_NUMDAYS
, Count (*) Count
from dbo.[VAERSDATA]
where NUMDAYS is NOT NULL

Row Counts Without the WHERE clause

CNT_DIEDCNT_NUMDAYSCount
8,150593,718759,483

Row Counts With the WHERE clause

CNT_DIEDCNT_NUMDAYSCount
5,259593,718593,718

Percent NUMDAYS NOT NULL
= 100 * 593,718/ 759,483
= 78.1% populated

Percent DIED NOT NULL Where NUMDAYS IS NOT NULL
= 100 * 5,259 / 8,150
= 64.5% populated

Query:

Select convert ( int, v.NUMDAYS ) as NUMDAYS
, count(*) Count
from dbo.[VAERSDATA] v
left outer join dbo.[V_AD_NUM_YRS_GT_AGE_YRS] ny
on v.vaers_id = ny.vaers_id
left outer join dbo.[V_AD_VAX_ONSET_DT_EXACT_YEAR_MULTIPLE] ym
on v.vaers_id = ym.vaers_id
where v.numdays is not null
and NY.VAERS_ID is null
and ym.VAERS_ID is null
and v.DIED is NOT null
group by convert ( int, v.NUMDAYS )
order by 1
go

Results:

NUMDAYSCountPercent WeightRunning Percent Total
095718.485618.4856
11,17522.696541.1822
252510.141051.3232
33637.011858.3349
42214.268962.6038
51813.496266.1001
61512.916769.0168
71302.511171.5279
81042.008973.5368
9941.815775.3525
10831.603276.9558
11601.159078.1147
12450.869278.9840
13611.178380.1623
14571.101081.2633
15420.811382.0746
16510.985183.0597
17380.734083.7937
18280.540984.3346
19270.521584.8561
20250.482985.3390
21340.656885.9958
22220.425086.4207
23220.425086.8457
24180.347787.1934
25240.463687.6569
26190.367088.0240
27160.309188.3330
28140.270488.6034
29180.347788.9511
30240.463689.4147
31180.347789.7624
32140.270490.0328
33100.193290.2260
3460.115990.3419
35130.251190.5930
36110.212590.8055
3740.077390.8828
3830.057990.9407
3970.135291.0759
4020.038691.1145
4170.135291.2498
42110.212591.4622
4350.096691.5588
4490.173891.7327
45100.193291.9258
4640.077392.0031
4730.057992.0610
4860.115992.1769
4970.135292.3121
5080.154592.4667
5140.077392.5439
5250.096692.6405
5370.135292.7757
5460.115992.8916
5510.019392.9110
5680.154593.0655
5720.038693.1041
5830.057993.1621
5910.019393.1814
6020.038693.2200
6130.057993.2780
6220.038693.3166
6390.173893.4904
6410.019393.5098
6520.038693.5484
6640.077393.6257
6710.019393.6450
6830.057993.7029
6930.057993.7609
7010.019393.7802
7140.077393.8574
7230.057993.9154
7320.038693.9540
7420.038693.9927
7520.038694.0313
7620.038694.0699
7730.057994.1279
7820.038694.1665
7920.038694.2051
8020.038694.2438
8120.038694.2824
8210.019394.3017
8480.154594.4562
8520.038694.4949
8630.057994.5528
8810.019394.5721
9020.038694.6108
9170.135294.7460
9220.038694.7846
9340.077394.8619
9430.057994.9198
9520.038694.9585
9620.038694.9971
9710.019395.0164
9810.019395.0357
9930.057995.0937
10110.019395.1130
10230.057995.1709
10310.019395.1903
10510.019395.2096
10610.019395.2289
10850.096695.3255
10920.038695.3641
11130.057995.4221
11210.019395.4414
11310.019395.4607
11440.077395.5380
11520.038695.5766
11710.019395.5959
11920.038695.6345
12010.019395.6539
12120.038695.6925
12230.057995.7504
12340.077395.8277
12410.019395.8470
12510.019395.8663
12620.038695.9050
12720.038695.9436
12810.019395.9629
13210.019395.9822
13410.019396.0015
13620.038696.0402
13820.038696.0788
14020.038696.1174
14310.019396.1368
14520.038696.1754
14720.038696.2140
14810.019396.2333
15410.019396.2527
15510.019396.2720
15810.019396.2913
16310.019396.3106
16510.019396.3299
16610.019396.3492
16710.019396.3686
17110.019396.3879
17310.019396.4072
17510.019396.4265
17620.038696.4651
18110.019396.4845
18210.019396.5038
18420.038696.5424
18510.019396.5617
18610.019396.5810
19210.019396.6003
19410.019396.6197
19610.019396.6390
19720.038696.6776
19810.019396.6969
19910.019396.7162
20010.019396.7356
20210.019396.7549
20310.019396.7742
20520.038696.8128
20610.019396.8321
20710.019396.8515
21010.019396.8708
21210.019396.8901
21430.057996.9480
21820.038696.9867
21910.019397.0060
22720.038697.0446
22920.038697.0833
23020.038697.1219
23220.038697.1605
24010.019397.1798
24110.019397.1992
24320.038697.2378
24410.019397.2571
24710.019397.2764
25130.057997.3344
25520.038697.3730
26310.019397.3923
27330.057997.4503
27410.019397.4696
27610.019397.4889
28010.019397.5082
28120.038697.5468
28310.019397.5662
28410.019397.5855
28610.019397.6048
28810.019397.6241
29010.019397.6434
29710.019397.6627
29820.038697.7014
30110.019397.7207
30410.019397.7400
30620.038697.7786
31210.019397.7980
31610.019397.8173
31910.019397.8366
32510.019397.8559
33310.019397.8752
33510.019397.8945
33610.019397.9138
34110.019397.9332
34210.019397.9525
34310.019397.9718
34910.019397.9911
35310.019398.0104
36010.019398.0297
36620.038698.0684
36920.038698.1070
37010.019398.1263
37310.019398.1456
37410.019398.1650
37710.019398.1843
38110.019398.2036
39510.019398.2229
39620.038698.2615
40120.038698.3002
41410.019398.3195
41610.019398.3388
43010.019398.3581
43410.019398.3774
44410.019398.3968
45410.019398.4161
46110.019398.4354
47210.019398.4547
47310.019398.4740
49610.019398.4933
50420.038698.5320
51310.019398.5513
51510.019398.5706
51710.019398.5899
51810.019398.6092
52010.019398.6285
52210.019398.6479
52910.019398.6672
53210.019398.6865
53310.019398.7058
54410.019398.7251
54810.019398.7444
57110.019398.7638
57810.019398.7831
60810.019398.8024
61610.019398.8217
62210.019398.8410
62510.019398.8603
64420.038698.8990
64510.019398.9183
70710.019398.9376
71310.019398.9569
74410.019398.9762
74510.019398.9956
75910.019399.0149
76110.019399.0342
76410.019399.0535
77710.019399.0728
78310.019399.0921
79110.019399.1115
80910.019399.1308
82110.019399.1501
82510.019399.1694
90210.019399.1887
91310.019399.2080
92710.019399.2274
92910.019399.2467
96310.019399.2660
96810.019399.2853
104110.019399.3046
109310.019399.3239
115710.019399.3432
123310.019399.3626
129010.019399.3819
132810.019399.4012
134310.019399.4205
134510.019399.4398
136710.019399.4591
148510.019399.4785
151310.019399.4978
153610.019399.5171
153810.019399.5364
154010.019399.5557
156010.019399.5750
165110.019399.5944
168610.019399.6137
171410.019399.6330
176710.019399.6523
177710.019399.6716
181810.019399.6909
184710.019399.7103
186310.019399.7296
186510.019399.7489
193310.019399.7682
201110.019399.7875
211410.019399.8068
225110.019399.8262
229510.019399.8455
233810.019399.8648
234810.019399.8841
263210.019399.9034
283510.019399.9227
322210.019399.9421
342710.019399.9614
363010.019399.9807
452210.0193100
    
Total5,177100 
Rows298 

298 rows

Analysis:

Of all those that DIED post vaccination,

18.4% DIED on day 0, the very same day
22.6% DIED on day 1, the next day
10.1% DIED on day 2
7% DIED on day 3

Of all those that DIED post vaccination, cumulatively,

Between day 0 and day 1, 41.1% DIED
Between day 0 and day 2, 51.3% DIED
Between day 0 and day 4, 66.1% DIED
Between day 0 and day 9, 75.3% DIED

The remaining 24.7% of deaths were distributed in the remaining 290 rows. Another long tail.

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